{"slug":"light0305-light-result-analysis","source_name":"light0305/light-result-analysis","name":"Light0305/Light Result Analysis","description":"Light 科研主线第 7 步·结果分析：不描述好坏、解释「为什么」，把每条结论**绑死到 claim + 证据强度**，并防 p-hacking。 何时用：实验跑完要解读结果 / 问「这些数说明什么」/ 要做显著性检验 + 效应量 + 置信区间 + 多重比较校正 / 担心 p-hacking (多重比较不校正、选择性报告、HARKing) / 要给每条 claim 定证据强度供写作校准措辞 / 判结果支不支撑假设、可不可复现。 触发词：结果分析 / 解读数据 / 这些结果说明什么 / 显著性 / p 值 / 效应量 effect size / Cohen's d / 置信区间 CI / 多重比较 / BH-FDR / Bonferroni / 校正 / p-hacking / 选择性报告 / garden of forking paths / HARKing / 证据强度 / claim 证据绑定 / SHAP / 消融分析 / 切片分析 / 配对检验 / result analysis。 核心纪律：**统计错误 / p-hacking = critical**（spec §4.2，","version":1,"lift":{"pass_rate_delta_pts":27.27,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":346.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-20T04:00:26.667113+00:00"},"skill_score":0.9678160377358491,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":27.27,"with_pass_pct":95.5,"without_pass_pct":68.2,"tokens_delta_pct":346.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-20T04:00:26.667113+00:00","run_id":"b7f50cf5-aebe-4dab-a3ac-44d90761e77d","latest_attempt":{"id":"b7f50cf5-aebe-4dab-a3ac-44d90761e77d","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-08-20T04:00:26.667113+00:00","gate":null},"version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":1,"total_uses":68,"total_users":4,"manifest_hash":"b1701d5f8ebcb2d147c207e71bc5f7cc37c791a2e511591faf8c5da33ac088b4","install_name":"light0305-light-result-analysis","version_id":"0d66c76d-6d7f-4a00-a481-7f54d1da5a14","body_sha256":"b1701d5f8ebcb2d147c207e71bc5f7cc37c791a2e511591faf8c5da33ac088b4","render_hash":"5839c1d32f1ad45a6a4413addb140c152ed3f8b47c1e6b4aef6c510370de5d61","raw_url":"https://app.decimal.ai/s/light0305-light-result-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/light0305-light-result-analysis"}